diff --git a/domains/space-development/the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md b/domains/space-development/the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md
index a63c45849..e983ff897 100644
--- a/domains/space-development/the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md	
+++ b/domains/space-development/the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md	
@@ -44,6 +44,12 @@ Helium-3 extraction represents a fourth commercial track that doesn't fit the ex
 
 Maybell Quantum's ColdCloud demonstrates the same pattern in He-3 demand: real commercial contracts exist (Interlune supply agreement maintained), but architectural efficiency improvements (80% reduction per qubit) mean actual consumption grows much slower than qubit count scaling would suggest. The killer app demand is real but quantity forecasting requires modeling efficiency curves, not just deployment rates.
 
+
+### Additional Evidence (extend)
+*Source: [[2026-03-13-maybellquantum-coldcloud-he3-efficiency]] | Added: 2026-03-19*
+
+Maybell Quantum's ColdCloud demonstrates the same demand complexity pattern in He-3 for quantum computing: real demand exists (maintained Interlune supply contract for thousands of liters 2029-2035) but per-unit efficiency improvements (80% reduction in He-3 per qubit) mean volume growth decouples from deployment scaling. This extends the manufacturing sequence insight to lunar resources: demand validation ≠ simple volume extrapolation because efficiency improvements compound during the scaling phase.
+
 ---
 
 Relevant Notes:
diff --git a/inbox/queue/.extraction-debug/2026-03-13-maybellquantum-coldcloud-he3-efficiency.json b/inbox/queue/.extraction-debug/2026-03-13-maybellquantum-coldcloud-he3-efficiency.json
index 67981ee4f..efd579cd9 100644
--- a/inbox/queue/.extraction-debug/2026-03-13-maybellquantum-coldcloud-he3-efficiency.json
+++ b/inbox/queue/.extraction-debug/2026-03-13-maybellquantum-coldcloud-he3-efficiency.json
@@ -1,7 +1,7 @@
 {
   "rejected_claims": [
     {
-      "filename": "quantum-computing-he3-demand-decouples-from-qubit-scaling-through-architectural-efficiency.md",
+      "filename": "quantum-computing-he3-demand-decouples-from-qubit-count-through-architectural-efficiency.md",
       "issues": [
         "missing_attribution_extractor"
       ]
@@ -13,12 +13,12 @@
     "fixed": 3,
     "rejected": 1,
     "fixes_applied": [
-      "quantum-computing-he3-demand-decouples-from-qubit-scaling-through-architectural-efficiency.md:set_created:2026-03-19",
-      "quantum-computing-he3-demand-decouples-from-qubit-scaling-through-architectural-efficiency.md:stripped_wiki_link:the space manufacturing killer app sequence is pharmaceutica",
-      "quantum-computing-he3-demand-decouples-from-qubit-scaling-through-architectural-efficiency.md:stripped_wiki_link:falling launch costs paradoxically both enable and threaten "
+      "quantum-computing-he3-demand-decouples-from-qubit-count-through-architectural-efficiency.md:set_created:2026-03-19",
+      "quantum-computing-he3-demand-decouples-from-qubit-count-through-architectural-efficiency.md:stripped_wiki_link:the space manufacturing killer app sequence is pharmaceutica",
+      "quantum-computing-he3-demand-decouples-from-qubit-count-through-architectural-efficiency.md:stripped_wiki_link:falling launch costs paradoxically both enable and threaten "
     ],
     "rejections": [
-      "quantum-computing-he3-demand-decouples-from-qubit-scaling-through-architectural-efficiency.md:missing_attribution_extractor"
+      "quantum-computing-he3-demand-decouples-from-qubit-count-through-architectural-efficiency.md:missing_attribution_extractor"
     ]
   },
   "model": "anthropic/claude-sonnet-4.5",
diff --git a/inbox/queue/2026-03-13-maybellquantum-coldcloud-he3-efficiency.md b/inbox/queue/2026-03-13-maybellquantum-coldcloud-he3-efficiency.md
index ef5eb2f32..3e1675a8e 100644
--- a/inbox/queue/2026-03-13-maybellquantum-coldcloud-he3-efficiency.md
+++ b/inbox/queue/2026-03-13-maybellquantum-coldcloud-he3-efficiency.md
@@ -7,13 +7,17 @@ date: 2026-03-13
 domain: space-development
 secondary_domains: []
 format: article
-status: unprocessed
+status: enrichment
 priority: high
 tags: [helium-3, quantum-computing, cryogenics, interlune, demand-signal, efficiency]
 processed_by: astra
 processed_date: 2026-03-19
 enrichments_applied: ["the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+processed_by: astra
+processed_date: 2026-03-19
+enrichments_applied: ["the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -65,3 +69,14 @@ EXTRACTION HINT: Focus on the combination: Maybell holds Interlune contract + la
 - Maybell-cycle achieves roughly 16x thermodynamic efficiency improvement at 4-Kelvin stage
 - First ColdCloud system scheduled for late 2026, broader deployments in 2027
 - Maybell's Interlune He-3 supply agreement covers thousands of liters from 2029-2035
+
+
+## Key Facts
+- ColdCloud achieves 90% reduction in electricity per qubit vs. legacy dilution refrigerators
+- ColdCloud achieves 90% reduction in cooling water per qubit
+- ColdCloud reduces He-3 consumption by up to 80% per qubit
+- ColdCloud reduces cooldown times from days to hours
+- Maybell-cycle achieves roughly 16x thermodynamic efficiency improvement at 4-Kelvin stage
+- First ColdCloud system scheduled for late 2026
+- Maybell's Interlune He-3 supply agreement covers thousands of liters from 2029-2035
+- Maybell is located in Boulder, Colorado